texture

Dataset statistics

Number of variables	20
Number of observations	5500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	27
Duplicate rows (%)	0.5%
Total size in memory	859.5 KiB
Average record size in memory	160.0 B

Variable types

NUM	20

Reproduction

Analysis started	2020-08-25 01:57:20.326006
Analysis finished	2020-08-25 01:58:24.890474
Duration	1 minute and 4.56 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 27 (0.5%) duplicate rows	Duplicates
`A17` is highly correlated with `A20` and 2 other fields	High correlation
`A20` is highly correlated with `A17` and 3 other fields	High correlation
`A13` is highly correlated with `A20` and 3 other fields	High correlation
`A40` is highly correlated with `A38` and 1 other fields	High correlation
`A38` is highly correlated with `A40` and 1 other fields	High correlation
`A26` is highly correlated with `A28` and 1 other fields	High correlation
`A28` is highly correlated with `A26` and 1 other fields	High correlation
`A10` is highly correlated with `A20` and 2 other fields	High correlation
`A32` is highly correlated with `A7`	High correlation
`A7` is highly correlated with `A32`	High correlation
`A35` is highly correlated with `A38` and 1 other fields	High correlation
`A9` is highly correlated with `A5`	High correlation
`A5` is highly correlated with `A9`	High correlation
`A18` is highly correlated with `A20` and 3 other fields	High correlation
`A25` is highly correlated with `A28` and 1 other fields	High correlation

A20
Real number (ℝ)

HIGH CORRELATION

Distinct count	1282
Unique (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.48310163636363634
Minimum	-1.18
Maximum	0.439
Zeros	3
Zeros (%)	0.1%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.18
5-th percentile	-1.046
Q1	-0.758
median	-0.4565
Q3	-0.193
95-th percentile	0.02005
Maximum	0.439
Range	1.619
Interquartile range (IQR)	0.565

Descriptive statistics

Standard deviation	0.3483659145
Coefficient of variation (CV)	-0.7211027416
Kurtosis	-1.050505331
Mean	-0.4831016364
Median Absolute Deviation (MAD)	0.2775
Skewness	-0.1930474769
Sum	-2657.059
Variance	0.1213588104

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-1.011	16	0.3%
-0.153	14	0.3%
-0.056	13	0.2%
-0.193	13	0.2%
-0.091	12	0.2%
-0.53	12	0.2%
-0.611	12	0.2%
-0.118	12	0.2%
-0.995	12	0.2%
-0.073	12	0.2%
-0.586	12	0.2%
-0.392	11	0.2%
-0.917	11	0.2%
-0.227	11	0.2%
-1.007	11	0.2%
-0.669	11	0.2%
-0.559	11	0.2%
-0.493	11	0.2%
-0.514	11	0.2%
-0.509	11	0.2%
-1.038	11	0.2%
-0.333	11	0.2%
-0.574	11	0.2%
-0.069	11	0.2%
-0.434	11	0.2%
Other values (1257)	5206	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.18	1	< 0.1%
-1.178	1	< 0.1%
-1.174	1	< 0.1%
-1.169	1	< 0.1%
-1.162	1	< 0.1%
-1.16	2	< 0.1%
-1.159	1	< 0.1%
-1.158	1	< 0.1%
-1.156	2	< 0.1%
-1.151	1	< 0.1%

Value	Count	Frequency (%)
0.439	1	< 0.1%
0.355	1	< 0.1%
0.343	1	< 0.1%
0.312	1	< 0.1%
0.303	1	< 0.1%
0.297	1	< 0.1%
0.28	1	< 0.1%
0.267	1	< 0.1%
0.255	1	< 0.1%
0.253	1	< 0.1%

A17
Real number (ℝ)

HIGH CORRELATION

Distinct count	805
Unique (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.7331118181818181
Minimum	-1.172
Maximum	0.02
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.172
5-th percentile	-1.03205
Q1	-0.903
median	-0.734
Q3	-0.578
95-th percentile	-0.423
Maximum	0.02
Range	1.192
Interquartile range (IQR)	0.325

Descriptive statistics

Standard deviation	0.1955167796
Coefficient of variation (CV)	-0.2666943497
Kurtosis	-0.9572284312
Mean	-0.7331118182
Median Absolute Deviation (MAD)	0.163
Skewness	0.05270926824
Sum	-4032.115
Variance	0.0382268111

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.95	17	0.3%
-0.923	17	0.3%
-0.647	16	0.3%
-0.991	16	0.3%
-0.622	16	0.3%
-0.662	16	0.3%
-0.731	16	0.3%
-0.65	16	0.3%
-0.76	15	0.3%
-0.607	15	0.3%
-0.981	15	0.3%
-0.734	15	0.3%
-0.927	15	0.3%
-0.613	15	0.3%
-0.787	14	0.3%
-0.785	14	0.3%
-0.637	14	0.3%
-0.7	14	0.3%
-0.779	14	0.3%
-0.529	14	0.3%
-0.556	14	0.3%
-0.585	14	0.3%
-0.645	14	0.3%
-0.569	14	0.3%
-0.648	14	0.3%
Other values (780)	5126	93.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.172	1	< 0.1%
-1.169	1	< 0.1%
-1.162	1	< 0.1%
-1.159	1	< 0.1%
-1.158	1	< 0.1%
-1.157	1	< 0.1%
-1.146	1	< 0.1%
-1.143	1	< 0.1%
-1.139	2	< 0.1%
-1.134	1	< 0.1%

Value	Count	Frequency (%)
0.02	1	< 0.1%
-0.178	1	< 0.1%
-0.193	1	< 0.1%
-0.206	1	< 0.1%
-0.238	1	< 0.1%
-0.241	1	< 0.1%
-0.259	1	< 0.1%
-0.262	1	< 0.1%
-0.269	1	< 0.1%
-0.281	2	< 0.1%

A16
Real number (ℝ)

Distinct count	727
Unique (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.576325090909091
Minimum	-0.9940000000000001
Maximum	0.036000000000000004
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-0.994
5-th percentile	-0.872
Q1	-0.652
median	-0.548
Q3	-0.472
95-th percentile	-0.35095
Maximum	0.036
Range	1.03
Interquartile range (IQR)	0.18

Descriptive statistics

Standard deviation	0.1586810434
Coefficient of variation (CV)	-0.2753325265
Kurtosis	-0.2619086405
Mean	-0.5763250909
Median Absolute Deviation (MAD)	0.085
Skewness	-0.4476079911
Sum	-3169.788
Variance	0.02517967353

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.524	31	0.6%
-0.55	28	0.5%
-0.5	27	0.5%
-0.552	26	0.5%
-0.494	25	0.5%
-0.543	25	0.5%
-0.468	24	0.4%
-0.541	24	0.4%
-0.566	24	0.4%
-0.502	24	0.4%
-0.533	24	0.4%
-0.521	24	0.4%
-0.522	23	0.4%
-0.57	23	0.4%
-0.564	23	0.4%
-0.571	23	0.4%
-0.539	23	0.4%
-0.518	23	0.4%
-0.534	23	0.4%
-0.547	23	0.4%
-0.506	23	0.4%
-0.509	23	0.4%
-0.495	23	0.4%
-0.504	23	0.4%
-0.53	23	0.4%
Other values (702)	4895	89.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.994	1	< 0.1%
-0.987	1	< 0.1%
-0.977	1	< 0.1%
-0.974	2	< 0.1%
-0.971	1	< 0.1%
-0.97	1	< 0.1%
-0.964	1	< 0.1%
-0.963	1	< 0.1%
-0.961	2	< 0.1%
-0.955	1	< 0.1%

Value	Count	Frequency (%)
0.036	1	< 0.1%
-0.083	1	< 0.1%
-0.089	1	< 0.1%
-0.123	1	< 0.1%
-0.126	1	< 0.1%
-0.139	1	< 0.1%
-0.146	1	< 0.1%
-0.15	1	< 0.1%
-0.156	1	< 0.1%
-0.159	1	< 0.1%

A27
Real number (ℝ)

Distinct count	1010
Unique (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.7279367272727273
Minimum	-1.239
Maximum	0.612
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.239
5-th percentile	-1.071
Q1	-0.897
median	-0.739
Q3	-0.571
95-th percentile	-0.35395
Maximum	0.612
Range	1.851
Interquartile range (IQR)	0.326

Descriptive statistics

Standard deviation	0.2278082705
Coefficient of variation (CV)	-0.312950648
Kurtosis	0.9180133811
Mean	-0.7279367273
Median Absolute Deviation (MAD)	0.163
Skewness	0.5422435623
Sum	-4003.652
Variance	0.05189660811

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.921	18	0.3%
-0.689	17	0.3%
-0.844	17	0.3%
-0.886	17	0.3%
-0.751	17	0.3%
-0.878	17	0.3%
-0.613	17	0.3%
-0.734	16	0.3%
-0.936	16	0.3%
-0.868	16	0.3%
-0.657	15	0.3%
-0.851	15	0.3%
-0.791	15	0.3%
-0.869	14	0.3%
-0.896	14	0.3%
-0.894	14	0.3%
-0.798	14	0.3%
-0.812	14	0.3%
-0.553	14	0.3%
-0.911	14	0.3%
-0.763	14	0.3%
-0.945	13	0.2%
-0.458	13	0.2%
-0.837	13	0.2%
-0.9	13	0.2%
Other values (985)	5123	93.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.239	1	< 0.1%
-1.23	1	< 0.1%
-1.226	1	< 0.1%
-1.225	1	< 0.1%
-1.224	1	< 0.1%
-1.223	1	< 0.1%
-1.22	2	< 0.1%
-1.217	1	< 0.1%
-1.215	2	< 0.1%
-1.213	2	< 0.1%

Value	Count	Frequency (%)
0.612	1	< 0.1%
0.553	1	< 0.1%
0.495	1	< 0.1%
0.416	1	< 0.1%
0.4	1	< 0.1%
0.359	1	< 0.1%
0.297	2	< 0.1%
0.209	1	< 0.1%
0.197	1	< 0.1%
0.159	1	< 0.1%

A5
Real number (ℝ)

HIGH CORRELATION

Distinct count	1025
Unique (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.33066036363636364
Minimum	-1.053
Maximum	0.439
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.053
5-th percentile	-0.816
Q1	-0.48025
median	-0.272
Q3	-0.164
95-th percentile	-0.02895
Maximum	0.439
Range	1.492
Interquartile range (IQR)	0.31625

Descriptive statistics

Standard deviation	0.2359597449
Coefficient of variation (CV)	-0.7136015404
Kurtosis	0.01632645087
Mean	-0.3306603636
Median Absolute Deviation (MAD)	0.134
Skewness	-0.7513642651
Sum	-1818.632
Variance	0.05567700119

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.195	27	0.5%
-0.253	25	0.5%
-0.201	21	0.4%
-0.15	20	0.4%
-0.189	20	0.4%
-0.222	20	0.4%
-0.187	18	0.3%
-0.295	18	0.3%
-0.202	18	0.3%
-0.277	17	0.3%
-0.237	17	0.3%
-0.196	17	0.3%
-0.279	17	0.3%
-0.156	17	0.3%
-0.251	16	0.3%
-0.138	16	0.3%
-0.188	16	0.3%
-0.212	16	0.3%
-0.244	16	0.3%
-0.143	16	0.3%
-0.17	16	0.3%
-0.167	16	0.3%
-0.193	16	0.3%
-0.144	16	0.3%
-0.219	16	0.3%
Other values (1000)	5052	91.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.053	1	< 0.1%
-1.049	1	< 0.1%
-1.032	1	< 0.1%
-1.024	2	< 0.1%
-1.022	1	< 0.1%
-1.021	1	< 0.1%
-1.019	1	< 0.1%
-1.004	1	< 0.1%
-0.999	1	< 0.1%
-0.997	1	< 0.1%

Value	Count	Frequency (%)
0.439	1	< 0.1%
0.324	1	< 0.1%
0.264	1	< 0.1%
0.242	1	< 0.1%
0.204	1	< 0.1%
0.203	1	< 0.1%
0.198	1	< 0.1%
0.189	1	< 0.1%
0.186	1	< 0.1%
0.185	1	< 0.1%

A13
Real number (ℝ)

HIGH CORRELATION

Distinct count	1300
Unique (%)	23.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.4018970909090909
Minimum	-1.119
Maximum	0.635
Zeros	5
Zeros (%)	0.1%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.119
5-th percentile	-0.962
Q1	-0.655
median	-0.352
Q3	-0.151
95-th percentile	0.09305
Maximum	0.635
Range	1.754
Interquartile range (IQR)	0.504

Descriptive statistics

Standard deviation	0.3368051942
Coefficient of variation (CV)	-0.8380383978
Kurtosis	-0.7824190979
Mean	-0.4018970909
Median Absolute Deviation (MAD)	0.233
Skewness	-0.1948737409
Sum	-2210.434
Variance	0.1134377388

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.13	16	0.3%
-0.962	15	0.3%
-0.937	15	0.3%
-0.123	14	0.3%
-0.244	14	0.3%
-0.147	13	0.2%
-0.332	13	0.2%
-0.294	13	0.2%
-0.295	13	0.2%
-0.194	13	0.2%
-0.132	13	0.2%
-0.168	12	0.2%
-0.278	12	0.2%
-0.14	12	0.2%
-0.934	12	0.2%
-0.243	12	0.2%
-0.159	12	0.2%
-0.476	11	0.2%
-0.223	11	0.2%
-0.195	11	0.2%
-0.099	11	0.2%
-0.429	11	0.2%
-0.302	11	0.2%
-0.378	11	0.2%
-0.255	11	0.2%
Other values (1275)	5188	94.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.119	1	< 0.1%
-1.115	1	< 0.1%
-1.104	1	< 0.1%
-1.096	1	< 0.1%
-1.092	1	< 0.1%
-1.089	2	< 0.1%
-1.083	1	< 0.1%
-1.08	1	< 0.1%
-1.077	2	< 0.1%
-1.073	1	< 0.1%

Value	Count	Frequency (%)
0.635	1	< 0.1%
0.555	1	< 0.1%
0.553	1	< 0.1%
0.514	1	< 0.1%
0.485	1	< 0.1%
0.483	1	< 0.1%
0.473	1	< 0.1%
0.463	1	< 0.1%
0.455	1	< 0.1%
0.45	1	< 0.1%

A38
Real number (ℝ)

HIGH CORRELATION

Distinct count	921
Unique (%)	16.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5540914545454546
Minimum	-1.097
Maximum	0.19399999999999998
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.097
5-th percentile	-0.878
Q1	-0.717
median	-0.5615
Q3	-0.397
95-th percentile	-0.196
Maximum	0.194
Range	1.291
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	0.2111492014
Coefficient of variation (CV)	-0.381072835
Kurtosis	-0.6315128544
Mean	-0.5540914545
Median Absolute Deviation (MAD)	0.1605
Skewness	0.1235030571
Sum	-3047.503
Variance	0.04458398527

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.414	18	0.3%
-0.615	16	0.3%
-0.349	16	0.3%
-0.401	15	0.3%
-0.474	15	0.3%
-0.62	15	0.3%
-0.655	15	0.3%
-0.649	15	0.3%
-0.418	15	0.3%
-0.407	15	0.3%
-0.335	15	0.3%
-0.446	15	0.3%
-0.63	15	0.3%
-0.473	14	0.3%
-0.624	14	0.3%
-0.584	14	0.3%
-0.455	14	0.3%
-0.392	14	0.3%
-0.619	14	0.3%
-0.646	14	0.3%
-0.692	14	0.3%
-0.406	13	0.2%
-0.364	13	0.2%
-0.431	13	0.2%
-0.385	13	0.2%
Other values (896)	5136	93.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.097	1	< 0.1%
-1.083	1	< 0.1%
-1.081	1	< 0.1%
-1.057	1	< 0.1%
-1.055	1	< 0.1%
-1.049	1	< 0.1%
-1.043	1	< 0.1%
-1.04	1	< 0.1%
-1.034	1	< 0.1%
-1.031	1	< 0.1%

Value	Count	Frequency (%)
0.194	1	< 0.1%
0.158	1	< 0.1%
0.152	1	< 0.1%
0.138	1	< 0.1%
0.11	1	< 0.1%
0.106	1	< 0.1%
0.082	1	< 0.1%
0.052	1	< 0.1%
0.01	1	< 0.1%
-0.01	1	< 0.1%

A28
Real number (ℝ)

HIGH CORRELATION

Distinct count	1082
Unique (%)	19.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5862936363636363
Minimum	-1.1540000000000001
Maximum	0.42200000000000004
Zeros	3
Zeros (%)	0.1%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.154
5-th percentile	-0.94805
Q1	-0.75
median	-0.608
Q3	-0.468
95-th percentile	-0.07
Maximum	0.422
Range	1.576
Interquartile range (IQR)	0.282

Descriptive statistics

Standard deviation	0.2446395595
Coefficient of variation (CV)	-0.4172645655
Kurtosis	0.4807513091
Mean	-0.5862936364
Median Absolute Deviation (MAD)	0.141
Skewness	0.680554133
Sum	-3224.615
Variance	0.05984851405

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.603	29	0.5%
-0.585	24	0.4%
-0.612	22	0.4%
-0.59	21	0.4%
-0.594	20	0.4%
-0.63	19	0.3%
-0.583	19	0.3%
-0.615	19	0.3%
-0.6	19	0.3%
-0.491	17	0.3%
-0.617	16	0.3%
-0.611	16	0.3%
-0.627	16	0.3%
-0.602	16	0.3%
-0.614	16	0.3%
-0.651	16	0.3%
-0.633	16	0.3%
-0.759	16	0.3%
-0.64	16	0.3%
-0.598	16	0.3%
-0.599	15	0.3%
-0.62	15	0.3%
-0.787	15	0.3%
-0.746	15	0.3%
-0.529	15	0.3%
Other values (1057)	5056	91.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.154	1	< 0.1%
-1.123	1	< 0.1%
-1.118	2	< 0.1%
-1.117	1	< 0.1%
-1.111	1	< 0.1%
-1.109	1	< 0.1%
-1.108	1	< 0.1%
-1.106	1	< 0.1%
-1.098	1	< 0.1%
-1.097	1	< 0.1%

Value	Count	Frequency (%)
0.422	1	< 0.1%
0.379	1	< 0.1%
0.354	1	< 0.1%
0.308	1	< 0.1%
0.268	1	< 0.1%
0.237	1	< 0.1%
0.224	1	< 0.1%
0.219	1	< 0.1%
0.198	1	< 0.1%
0.185	1	< 0.1%

A40
Real number (ℝ)

HIGH CORRELATION

Distinct count	1252
Unique (%)	22.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5676521818181819
Minimum	-1.215
Maximum	0.465
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.215
5-th percentile	-1.04
Q1	-0.789
median	-0.591
Q3	-0.345
95-th percentile	-0.011
Maximum	0.465
Range	1.68
Interquartile range (IQR)	0.444

Descriptive statistics

Standard deviation	0.3091101024
Coefficient of variation (CV)	-0.5445413799
Kurtosis	-0.5800352731
Mean	-0.5676521818
Median Absolute Deviation (MAD)	0.225
Skewness	0.2374200366
Sum	-3122.087
Variance	0.0955490554

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.752	16	0.3%
-0.619	15	0.3%
-0.393	15	0.3%
-0.626	15	0.3%
-0.709	15	0.3%
-0.712	15	0.3%
-0.654	13	0.2%
-0.724	13	0.2%
-0.704	13	0.2%
-0.763	13	0.2%
-0.382	13	0.2%
-0.287	13	0.2%
-0.335	13	0.2%
-0.731	13	0.2%
-0.71	12	0.2%
-0.707	12	0.2%
-0.456	12	0.2%
-0.744	12	0.2%
-0.717	12	0.2%
-0.725	12	0.2%
-0.613	12	0.2%
-0.666	12	0.2%
-0.309	12	0.2%
-0.74	12	0.2%
-0.66	12	0.2%
Other values (1227)	5173	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.215	1	< 0.1%
-1.199	1	< 0.1%
-1.191	1	< 0.1%
-1.183	1	< 0.1%
-1.182	1	< 0.1%
-1.18	1	< 0.1%
-1.178	1	< 0.1%
-1.168	1	< 0.1%
-1.156	2	< 0.1%
-1.154	1	< 0.1%

Value	Count	Frequency (%)
0.465	1	< 0.1%
0.357	1	< 0.1%
0.348	1	< 0.1%
0.319	1	< 0.1%
0.297	1	< 0.1%
0.275	1	< 0.1%
0.27	1	< 0.1%
0.261	1	< 0.1%
0.255	1	< 0.1%
0.25	1	< 0.1%

A7
Real number (ℝ)

HIGH CORRELATION

Distinct count	965
Unique (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.6026521818181818
Minimum	-1.208
Maximum	0.525
Zeros	1
Zeros (%)	< 0.1%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.208
5-th percentile	-0.967
Q1	-0.72
median	-0.58
Q3	-0.481
95-th percentile	-0.30595
Maximum	0.525
Range	1.733
Interquartile range (IQR)	0.239

Descriptive statistics

Standard deviation	0.2002690769
Coefficient of variation (CV)	-0.3323128712
Kurtosis	1.095423116
Mean	-0.6026521818
Median Absolute Deviation (MAD)	0.116
Skewness	0.001603811651
Sum	-3314.587
Variance	0.04010770315

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.504	23	0.4%
-0.515	22	0.4%
-0.492	22	0.4%
-0.524	21	0.4%
-0.481	20	0.4%
-0.527	20	0.4%
-0.52	19	0.3%
-0.523	19	0.3%
-0.525	19	0.3%
-0.475	18	0.3%
-0.56	18	0.3%
-0.505	18	0.3%
-0.437	18	0.3%
-0.522	18	0.3%
-0.557	18	0.3%
-0.536	18	0.3%
-0.695	18	0.3%
-0.49	18	0.3%
-0.552	18	0.3%
-0.499	18	0.3%
-0.603	17	0.3%
-0.513	17	0.3%
-0.507	17	0.3%
-0.564	17	0.3%
-0.538	17	0.3%
Other values (940)	5032	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.208	1	< 0.1%
-1.185	1	< 0.1%
-1.181	1	< 0.1%
-1.179	1	< 0.1%
-1.167	1	< 0.1%
-1.163	1	< 0.1%
-1.152	1	< 0.1%
-1.147	1	< 0.1%
-1.145	1	< 0.1%
-1.144	1	< 0.1%

Value	Count	Frequency (%)
0.525	1	< 0.1%
0.401	1	< 0.1%
0.353	1	< 0.1%
0.352	1	< 0.1%
0.331	1	< 0.1%
0.274	1	< 0.1%
0.194	1	< 0.1%
0.177	1	< 0.1%
0.172	1	< 0.1%
0.152	1	< 0.1%

A26
Real number (ℝ)

HIGH CORRELATION

Distinct count	1100
Unique (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.40377490909090913
Minimum	-1.11
Maximum	0.373
Zeros	3
Zeros (%)	0.1%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.11
5-th percentile	-0.86
Q1	-0.588
median	-0.364
Q3	-0.227
95-th percentile	-0.009
Maximum	0.373
Range	1.483
Interquartile range (IQR)	0.361

Descriptive statistics

Standard deviation	0.2514637662
Coefficient of variation (CV)	-0.6227820514
Kurtosis	-0.4894190982
Mean	-0.4037749091
Median Absolute Deviation (MAD)	0.1685
Skewness	-0.2284997466
Sum	-2220.762
Variance	0.0632340257

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.251	19	0.3%
-0.411	19	0.3%
-0.22	19	0.3%
-0.356	18	0.3%
-0.247	18	0.3%
-0.23	17	0.3%
-0.233	17	0.3%
-0.239	17	0.3%
-0.257	17	0.3%
-0.214	17	0.3%
-0.215	17	0.3%
-0.219	16	0.3%
-0.204	16	0.3%
-0.232	16	0.3%
-0.321	16	0.3%
-0.245	16	0.3%
-0.286	16	0.3%
-0.264	16	0.3%
-0.375	16	0.3%
-0.265	16	0.3%
-0.237	16	0.3%
-0.253	16	0.3%
-0.235	16	0.3%
-0.301	15	0.3%
-0.291	15	0.3%
Other values (1075)	5083	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.11	1	< 0.1%
-1.026	1	< 0.1%
-1.025	1	< 0.1%
-1.023	1	< 0.1%
-1.019	1	< 0.1%
-1.018	1	< 0.1%
-1.009	2	< 0.1%
-1.004	1	< 0.1%
-1	1	< 0.1%
-0.999	1	< 0.1%

Value	Count	Frequency (%)
0.373	1	< 0.1%
0.358	1	< 0.1%
0.354	1	< 0.1%
0.309	1	< 0.1%
0.307	1	< 0.1%
0.296	1	< 0.1%
0.28	1	< 0.1%
0.255	1	< 0.1%
0.243	1	< 0.1%
0.225	1	< 0.1%

A10
Real number (ℝ)

HIGH CORRELATION

Distinct count	1234
Unique (%)	22.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5978047272727273
Minimum	-1.258
Maximum	0.355
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.258
5-th percentile	-1.142
Q1	-0.828
median	-0.56
Q3	-0.343
95-th percentile	-0.108
Maximum	0.355
Range	1.613
Interquartile range (IQR)	0.485

Descriptive statistics

Standard deviation	0.3267657065
Coefficient of variation (CV)	-0.5466094388
Kurtosis	-0.9278540739
Mean	-0.5978047273
Median Absolute Deviation (MAD)	0.24
Skewness	-0.1760843135
Sum	-3287.926
Variance	0.1067758269

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.379	14	0.3%
-0.421	13	0.2%
-0.495	13	0.2%
-0.442	13	0.2%
-1.079	13	0.2%
-0.408	13	0.2%
-0.494	12	0.2%
-0.736	12	0.2%
-0.407	12	0.2%
-0.711	12	0.2%
-0.682	12	0.2%
-0.824	12	0.2%
-0.223	11	0.2%
-0.713	11	0.2%
-0.356	11	0.2%
-0.732	11	0.2%
-1.078	11	0.2%
-0.219	11	0.2%
-0.336	11	0.2%
-0.415	11	0.2%
-0.267	11	0.2%
-0.348	11	0.2%
-0.509	11	0.2%
-1.121	11	0.2%
-0.32	11	0.2%
Other values (1209)	5206	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.258	2	< 0.1%
-1.248	1	< 0.1%
-1.247	1	< 0.1%
-1.246	1	< 0.1%
-1.237	1	< 0.1%
-1.236	2	< 0.1%
-1.232	1	< 0.1%
-1.228	2	< 0.1%
-1.227	1	< 0.1%
-1.226	4	0.1%

Value	Count	Frequency (%)
0.355	1	< 0.1%
0.309	1	< 0.1%
0.235	1	< 0.1%
0.209	1	< 0.1%
0.196	1	< 0.1%
0.192	1	< 0.1%
0.173	1	< 0.1%
0.168	1	< 0.1%
0.166	1	< 0.1%
0.165	1	< 0.1%

A14
Real number (ℝ)

Distinct count	696
Unique (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.626988
Minimum	-1.018
Maximum	0.157
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.018
5-th percentile	-0.868
Q1	-0.73
median	-0.602
Q3	-0.542
95-th percentile	-0.423
Maximum	0.157
Range	1.175
Interquartile range (IQR)	0.188

Descriptive statistics

Standard deviation	0.1389768822
Coefficient of variation (CV)	-0.2216579618
Kurtosis	0.4485654419
Mean	-0.626988
Median Absolute Deviation (MAD)	0.0805
Skewness	0.0005982460296
Sum	-3448.434
Variance	0.01931457378

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.607	34	0.6%
-0.588	32	0.6%
-0.568	30	0.5%
-0.567	30	0.5%
-0.603	29	0.5%
-0.594	28	0.5%
-0.553	28	0.5%
-0.558	28	0.5%
-0.572	28	0.5%
-0.563	28	0.5%
-0.585	28	0.5%
-0.566	27	0.5%
-0.56	27	0.5%
-0.586	27	0.5%
-0.577	27	0.5%
-0.581	26	0.5%
-0.579	26	0.5%
-0.583	26	0.5%
-0.573	26	0.5%
-0.574	26	0.5%
-0.578	26	0.5%
-0.57	26	0.5%
-0.555	25	0.5%
-0.564	25	0.5%
-0.597	25	0.5%
Other values (671)	4812	87.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.018	1	< 0.1%
-1.015	1	< 0.1%
-1.01	1	< 0.1%
-1.008	2	< 0.1%
-1.001	1	< 0.1%
-0.997	1	< 0.1%
-0.996	1	< 0.1%
-0.989	1	< 0.1%
-0.984	1	< 0.1%
-0.981	2	< 0.1%

Value	Count	Frequency (%)
0.157	1	< 0.1%
-0.011	1	< 0.1%
-0.016	1	< 0.1%
-0.036	1	< 0.1%
-0.07	1	< 0.1%
-0.074	1	< 0.1%
-0.099	1	< 0.1%
-0.101	1	< 0.1%
-0.112	1	< 0.1%
-0.119	1	< 0.1%

A32
Real number (ℝ)

HIGH CORRELATION

Distinct count	898
Unique (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.64627
Minimum	-1.179
Maximum	0.565
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.179
5-th percentile	-0.934
Q1	-0.781
median	-0.643
Q3	-0.542
95-th percentile	-0.33295
Maximum	0.565
Range	1.744
Interquartile range (IQR)	0.239

Descriptive statistics

Standard deviation	0.1890397823
Coefficient of variation (CV)	-0.2925089859
Kurtosis	2.029581476
Mean	-0.64627
Median Absolute Deviation (MAD)	0.119
Skewness	0.6910952445
Sum	-3554.485
Variance	0.03573603929

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.587	27	0.5%
-0.741	23	0.4%
-0.578	21	0.4%
-0.58	21	0.4%
-0.574	20	0.4%
-0.565	20	0.4%
-0.592	20	0.4%
-0.572	20	0.4%
-0.594	19	0.3%
-0.611	19	0.3%
-0.588	19	0.3%
-0.761	18	0.3%
-0.585	18	0.3%
-0.547	18	0.3%
-0.566	18	0.3%
-0.541	18	0.3%
-0.608	18	0.3%
-0.607	17	0.3%
-0.599	17	0.3%
-0.529	17	0.3%
-0.591	17	0.3%
-0.558	17	0.3%
-0.557	17	0.3%
-0.53	17	0.3%
-0.802	17	0.3%
Other values (873)	5027	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.179	1	< 0.1%
-1.159	1	< 0.1%
-1.147	1	< 0.1%
-1.143	1	< 0.1%
-1.128	1	< 0.1%
-1.111	1	< 0.1%
-1.11	1	< 0.1%
-1.104	1	< 0.1%
-1.096	1	< 0.1%
-1.091	1	< 0.1%

Value	Count	Frequency (%)
0.565	1	< 0.1%
0.525	1	< 0.1%
0.46	1	< 0.1%
0.43	1	< 0.1%
0.395	1	< 0.1%
0.332	1	< 0.1%
0.227	1	< 0.1%
0.208	1	< 0.1%
0.172	1	< 0.1%
0.162	1	< 0.1%

A35
Real number (ℝ)

HIGH CORRELATION

Distinct count	838
Unique (%)	15.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.4917976363636364
Minimum	-1.015
Maximum	0.34
Zeros	1
Zeros (%)	< 0.1%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.015
5-th percentile	-0.803
Q1	-0.638
median	-0.491
Q3	-0.338
95-th percentile	-0.203
Maximum	0.34
Range	1.355
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.1921609731
Coefficient of variation (CV)	-0.3907317946
Kurtosis	-0.5080222859
Mean	-0.4917976364
Median Absolute Deviation (MAD)	0.15
Skewness	-0.009478479496
Sum	-2704.887
Variance	0.03692583957

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.311	21	0.4%
-0.353	20	0.4%
-0.328	18	0.3%
-0.545	18	0.3%
-0.369	17	0.3%
-0.573	17	0.3%
-0.654	17	0.3%
-0.638	16	0.3%
-0.597	16	0.3%
-0.307	16	0.3%
-0.296	16	0.3%
-0.404	16	0.3%
-0.352	16	0.3%
-0.314	15	0.3%
-0.339	15	0.3%
-0.502	15	0.3%
-0.316	15	0.3%
-0.289	15	0.3%
-0.341	15	0.3%
-0.58	15	0.3%
-0.362	14	0.3%
-0.374	14	0.3%
-0.501	14	0.3%
-0.534	14	0.3%
-0.335	14	0.3%
Other values (813)	5101	92.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.015	1	< 0.1%
-1.004	1	< 0.1%
-1.001	1	< 0.1%
-0.986	1	< 0.1%
-0.971	1	< 0.1%
-0.969	1	< 0.1%
-0.966	1	< 0.1%
-0.957	1	< 0.1%
-0.95	1	< 0.1%
-0.949	1	< 0.1%

Value	Count	Frequency (%)
0.34	1	< 0.1%
0.304	1	< 0.1%
0.264	1	< 0.1%
0.263	1	< 0.1%
0.228	1	< 0.1%
0.184	1	< 0.1%
0.159	1	< 0.1%
0.132	1	< 0.1%
0.13	1	< 0.1%
0.106	1	< 0.1%

A9
Real number (ℝ)

HIGH CORRELATION

Distinct count	1032
Unique (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.33170963636363643
Minimum	-1.057
Maximum	0.4370000000000001
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.057
5-th percentile	-0.827
Q1	-0.484
median	-0.272
Q3	-0.163
95-th percentile	-0.034
Maximum	0.437
Range	1.494
Interquartile range (IQR)	0.321

Descriptive statistics

Standard deviation	0.2360529325
Coefficient of variation (CV)	-0.7116251886
Kurtosis	0.1088258267
Mean	-0.3317096364
Median Absolute Deviation (MAD)	0.136
Skewness	-0.7847876852
Sum	-1824.403
Variance	0.05572098696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.249	24	0.4%
-0.216	21	0.4%
-0.175	21	0.4%
-0.26	20	0.4%
-0.229	20	0.4%
-0.226	19	0.3%
-0.213	19	0.3%
-0.184	19	0.3%
-0.205	18	0.3%
-0.194	18	0.3%
-0.193	18	0.3%
-0.188	17	0.3%
-0.177	17	0.3%
-0.221	17	0.3%
-0.277	17	0.3%
-0.234	17	0.3%
-0.218	17	0.3%
-0.223	17	0.3%
-0.244	16	0.3%
-0.231	16	0.3%
-0.187	16	0.3%
-0.166	16	0.3%
-0.242	16	0.3%
-0.222	16	0.3%
-0.162	16	0.3%
Other values (1007)	5052	91.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.057	1	< 0.1%
-1.053	1	< 0.1%
-1.039	1	< 0.1%
-1.036	1	< 0.1%
-1.035	1	< 0.1%
-1.031	1	< 0.1%
-1.029	1	< 0.1%
-1.025	1	< 0.1%
-1.015	1	< 0.1%
-1.014	1	< 0.1%

Value	Count	Frequency (%)
0.437	1	< 0.1%
0.316	1	< 0.1%
0.232	1	< 0.1%
0.224	1	< 0.1%
0.205	1	< 0.1%
0.202	2	< 0.1%
0.2	1	< 0.1%
0.188	2	< 0.1%
0.183	1	< 0.1%
0.172	1	< 0.1%

A18
Real number (ℝ)

HIGH CORRELATION

Distinct count	899
Unique (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.49194290909090904
Minimum	-1.0170000000000001
Maximum	0.115
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.017
5-th percentile	-0.88
Q1	-0.697
median	-0.457
Q3	-0.293
95-th percentile	-0.178
Maximum	0.115
Range	1.132
Interquartile range (IQR)	0.404

Descriptive statistics

Standard deviation	0.2334942902
Coefficient of variation (CV)	-0.4746369669
Kurtosis	-1.080511792
Mean	-0.4919429091
Median Absolute Deviation (MAD)	0.187
Skewness	-0.3057660805
Sum	-2705.686
Variance	0.05451958357

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.257	21	0.4%
-0.326	19	0.3%
-0.26	17	0.3%
-0.334	17	0.3%
-0.235	17	0.3%
-0.295	17	0.3%
-0.307	16	0.3%
-0.377	16	0.3%
-0.318	16	0.3%
-0.24	16	0.3%
-0.234	15	0.3%
-0.215	15	0.3%
-0.443	15	0.3%
-0.518	15	0.3%
-0.23	15	0.3%
-0.875	15	0.3%
-0.323	15	0.3%
-0.21	14	0.3%
-0.229	14	0.3%
-0.222	14	0.3%
-0.194	14	0.3%
-0.22	14	0.3%
-0.209	14	0.3%
-0.414	14	0.3%
-0.847	14	0.3%
Other values (874)	5111	92.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.017	1	< 0.1%
-1.008	1	< 0.1%
-1.006	2	< 0.1%
-1.005	1	< 0.1%
-1.003	1	< 0.1%
-0.998	1	< 0.1%
-0.987	2	< 0.1%
-0.986	1	< 0.1%
-0.984	2	< 0.1%
-0.975	1	< 0.1%

Value	Count	Frequency (%)
0.115	1	< 0.1%
0.107	1	< 0.1%
0.029	1	< 0.1%
-0.004	1	< 0.1%
-0.012	1	< 0.1%
-0.023	1	< 0.1%
-0.025	1	< 0.1%
-0.026	1	< 0.1%
-0.03	1	< 0.1%
-0.034	1	< 0.1%

A25
Real number (ℝ)

HIGH CORRELATION

Distinct count	1112
Unique (%)	20.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.5085203636363637
Minimum	-1.137
Maximum	0.41
Zeros	2
Zeros (%)	< 0.1%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.137
5-th percentile	-0.90705
Q1	-0.693
median	-0.499
Q3	-0.372
95-th percentile	-0.00295
Maximum	0.41
Range	1.547
Interquartile range (IQR)	0.321

Descriptive statistics

Standard deviation	0.2538261876
Coefficient of variation (CV)	-0.499146555
Kurtosis	0.0501895287
Mean	-0.5085203636
Median Absolute Deviation (MAD)	0.159
Skewness	0.4022216932
Sum	-2796.862
Variance	0.06442773354

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.485	19	0.3%
-0.5	19	0.3%
-0.475	19	0.3%
-0.491	19	0.3%
-0.465	18	0.3%
-0.469	18	0.3%
-0.474	18	0.3%
-0.456	17	0.3%
-0.476	17	0.3%
-0.556	17	0.3%
-0.497	17	0.3%
-0.459	17	0.3%
-0.478	17	0.3%
-0.501	16	0.3%
-0.513	16	0.3%
-0.467	16	0.3%
-0.492	16	0.3%
-0.477	15	0.3%
-0.448	15	0.3%
-0.385	15	0.3%
-0.439	15	0.3%
-0.493	15	0.3%
-0.386	15	0.3%
-0.452	15	0.3%
-0.468	15	0.3%
Other values (1087)	5084	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.137	1	< 0.1%
-1.078	1	< 0.1%
-1.077	2	< 0.1%
-1.075	1	< 0.1%
-1.072	1	< 0.1%
-1.059	1	< 0.1%
-1.057	1	< 0.1%
-1.047	1	< 0.1%
-1.044	1	< 0.1%
-1.042	1	< 0.1%

Value	Count	Frequency (%)
0.41	1	< 0.1%
0.405	1	< 0.1%
0.395	1	< 0.1%
0.302	1	< 0.1%
0.285	1	< 0.1%
0.275	1	< 0.1%
0.254	1	< 0.1%
0.244	1	< 0.1%
0.241	1	< 0.1%
0.24	1	< 0.1%

A1
Real number (ℝ)

Distinct count	861
Unique (%)	15.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-1.0983054545454547
Minimum	-1.45
Maximum	0.774
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-1.45
5-th percentile	-1.302
Q1	-1.218
median	-1.149
Q3	-1.044
95-th percentile	-0.71195
Maximum	0.774
Range	2.224
Interquartile range (IQR)	0.174

Descriptive statistics

Standard deviation	0.2034030811
Coefficient of variation (CV)	-0.1851971874
Kurtosis	11.44861121
Mean	-1.098305455
Median Absolute Deviation (MAD)	0.081
Skewness	2.66885068
Sum	-6040.68
Variance	0.04137281339

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-1.206	33	0.6%
-1.164	31	0.6%
-1.207	29	0.5%
-1.181	28	0.5%
-1.228	28	0.5%
-1.165	28	0.5%
-1.169	27	0.5%
-1.141	27	0.5%
-1.173	26	0.5%
-1.22	26	0.5%
-1.143	25	0.5%
-1.218	25	0.5%
-1.153	25	0.5%
-1.208	25	0.5%
-1.215	24	0.4%
-1.233	24	0.4%
-1.149	24	0.4%
-1.151	24	0.4%
-1.193	23	0.4%
-1.16	23	0.4%
-1.15	23	0.4%
-1.172	23	0.4%
-1.187	23	0.4%
-1.216	23	0.4%
-1.19	23	0.4%
Other values (836)	4860	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.45	1	< 0.1%
-1.435	1	< 0.1%
-1.422	2	< 0.1%
-1.418	1	< 0.1%
-1.414	2	< 0.1%
-1.41	1	< 0.1%
-1.408	1	< 0.1%
-1.405	3	0.1%
-1.401	1	< 0.1%
-1.4	1	< 0.1%

Value	Count	Frequency (%)
0.774	1	< 0.1%
0.606	1	< 0.1%
0.599	1	< 0.1%
0.441	1	< 0.1%
0.417	1	< 0.1%
0.396	1	< 0.1%
0.295	1	< 0.1%
0.21	1	< 0.1%
0.158	1	< 0.1%
0.14	1	< 0.1%

target
Real number (ℝ_≥0)

Distinct count	11
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.0
Minimum	2
Maximum	14
Zeros	0
Zeros (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	4
median	8
Q3	12
95-th percentile	14
Maximum	14
Range	12
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	3.861580265
Coefficient of variation (CV)	0.4826975332
Kurtosis	-1.205388518
Mean	8
Median Absolute Deviation (MAD)	4
Skewness	0
Sum	44000
Variance	14.91180215

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	500	9.1%
3	500	9.1%
14	500	9.1%
10	500	9.1%
6	500	9.1%
2	500	9.1%
13	500	9.1%
9	500	9.1%
12	500	9.1%
8	500	9.1%
4	500	9.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	500	9.1%
3	500	9.1%
4	500	9.1%
6	500	9.1%
7	500	9.1%
8	500	9.1%
9	500	9.1%
10	500	9.1%
12	500	9.1%
13	500	9.1%

Value	Count	Frequency (%)
14	500	9.1%
13	500	9.1%
12	500	9.1%
10	500	9.1%
9	500	9.1%
8	500	9.1%
7	500	9.1%
6	500	9.1%
4	500	9.1%
3	500	9.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	A20	A17	A16	A27	A5	A13	A38	A28	A40	A7	A26	A10	A14	A32	A35	A9	A18	A25	A1	target
0	-0.892	-0.991	-0.718	-0.911	-0.545	-0.747	-0.620	-0.786	-0.607	-0.795	-0.566	-0.868	-0.818	-0.766	-0.545	-0.547	-0.778	-0.699	-1.223	2
1	-1.010	-1.172	-0.829	-1.071	-0.762	-0.894	-0.748	-0.899	-0.817	-1.043	-0.681	-1.037	-1.015	-0.919	-0.663	-0.775	-0.941	-0.808	-1.410	2
2	-0.673	-0.849	-0.533	-0.829	-0.367	-0.533	-0.457	-0.680	-0.469	-0.682	-0.443	-0.681	-0.671	-0.692	-0.371	-0.395	-0.603	-0.596	-1.107	2
3	-0.920	-1.018	-0.750	-1.027	-0.619	-0.830	-0.693	-0.877	-0.779	-0.872	-0.721	-0.988	-0.853	-0.829	-0.617	-0.620	-0.806	-0.813	-1.270	2
4	-0.780	-1.003	-0.662	-1.018	-0.498	-0.712	-0.642	-0.825	-0.648	-0.857	-0.630	-0.779	-0.845	-0.861	-0.545	-0.496	-0.740	-0.738	-1.331	2
5	-0.601	-0.837	-0.518	-0.830	-0.381	-0.505	-0.564	-0.748	-0.582	-0.557	-0.603	-0.566	-0.689	-0.647	-0.452	-0.353	-0.612	-0.710	-1.049	2
6	-0.794	-0.860	-0.645	-0.798	-0.475	-0.654	-0.613	-0.689	-0.684	-0.685	-0.532	-0.800	-0.692	-0.690	-0.503	-0.478	-0.670	-0.629	-1.059	2
7	-0.853	-1.020	-0.700	-0.906	-0.419	-0.726	-0.454	-0.711	-0.408	-0.772	-0.474	-0.689	-0.834	-0.701	-0.370	-0.422	-0.785	-0.631	-1.254	2
8	-0.739	-0.924	-0.615	-0.863	-0.461	-0.643	-0.564	-0.683	-0.622	-0.749	-0.515	-0.732	-0.757	-0.702	-0.462	-0.513	-0.682	-0.625	-1.184	2
9	-0.807	-0.856	-0.632	-0.750	-0.454	-0.647	-0.514	-0.711	-0.580	-0.649	-0.554	-0.858	-0.680	-0.602	-0.460	-0.508	-0.682	-0.679	-1.002	2

Last rows

	A20	A17	A16	A27	A5	A13	A38	A28	A40	A7	A26	A10	A14	A32	A35	A9	A18	A25	A1	target
5490	-0.373	-0.646	-0.385	-0.425	0.003	-0.091	-0.413	-0.196	-0.290	-0.436	-0.015	-0.445	-0.422	-0.458	-0.351	-0.173	-0.358	-0.143	-0.670	14
5491	-0.547	-0.822	-0.525	-0.816	-0.188	-0.391	-0.586	-0.522	-0.486	-0.647	-0.321	-0.779	-0.622	-0.688	-0.534	-0.346	-0.515	-0.448	-1.066	14
5492	-0.574	-0.781	-0.648	-1.044	-0.226	-0.516	-0.573	-0.802	-0.543	-0.592	-0.518	-0.695	-0.629	-0.712	-0.541	-0.289	-0.515	-0.676	-1.331	14
5493	-0.468	-0.785	-0.596	-0.885	-0.250	-0.442	-0.468	-0.569	-0.453	-0.590	-0.324	-0.584	-0.645	-0.636	-0.395	-0.265	-0.485	-0.455	-1.186	14
5494	-0.553	-0.654	-0.589	-0.607	-0.164	-0.287	-0.475	-0.395	-0.531	-0.366	-0.234	-0.600	-0.456	-0.446	-0.443	-0.208	-0.438	-0.327	-0.816	14
5495	-0.507	-0.724	-0.561	-0.591	-0.212	-0.272	-0.503	-0.373	-0.481	-0.419	-0.207	-0.623	-0.524	-0.503	-0.430	-0.218	-0.484	-0.300	-0.775	14
5496	-0.381	-0.762	-0.497	-0.940	-0.047	-0.294	-0.449	-0.676	-0.388	-0.515	-0.472	-0.457	-0.627	-0.601	-0.379	-0.177	-0.402	-0.580	-1.166	14
5497	-0.178	-0.682	-0.395	-0.836	-0.141	-0.032	-0.327	-0.482	-0.151	-0.457	-0.247	-0.218	-0.585	-0.574	-0.314	-0.150	-0.330	-0.366	-1.203	14
5498	-0.518	-0.737	-0.555	-0.826	-0.174	-0.345	-0.559	-0.590	-0.496	-0.538	-0.393	-0.785	-0.542	-0.661	-0.519	-0.261	-0.452	-0.493	-1.107	14
5499	-0.440	-0.542	-0.521	-0.586	-0.039	-0.324	-0.395	-0.381	-0.351	-0.280	-0.245	-0.608	-0.357	-0.424	-0.407	-0.117	-0.364	-0.316	-0.804	14

Most frequent

	A20	A17	A16	A27	A5	A13	A38	A28	A40	A7	A26	A10	A14	A32	A35	A9	A18	A25	A1	target	count
0	-1.106	-1.027	-0.922	-0.925	-0.842	-1.008	-0.847	-0.836	-0.964	-0.981	-0.753	-1.093	-0.878	-0.892	-0.763	-0.860	-0.916	-0.831	-1.230	4	2
1	-1.103	-0.993	-0.894	-0.886	-0.804	-0.940	-0.829	-0.814	-0.927	-0.929	-0.740	-1.108	-0.822	-0.877	-0.730	-0.843	-0.875	-0.803	-1.169	4	2
2	-0.997	-0.999	-0.847	-1.071	-0.614	-0.937	-0.776	-0.919	-0.955	-0.741	-0.814	-1.071	-0.830	-0.792	-0.693	-0.575	-0.855	-0.858	-1.213	12	2
3	-0.977	-1.038	-0.865	-1.153	-0.558	-0.958	-0.839	-1.066	-1.023	-0.722	-0.982	-1.028	-0.880	-0.823	-0.749	-0.523	-0.870	-1.032	-1.257	12	2
4	-0.976	-0.948	-0.843	-1.028	-0.611	-0.856	-0.809	-0.906	-1.022	-0.717	-0.830	-1.098	-0.783	-0.770	-0.739	-0.610	-0.802	-0.848	-1.173	12	2
5	-0.964	-1.035	-0.790	-0.936	-0.636	-0.900	-0.654	-0.815	-0.726	-0.882	-0.632	-0.930	-0.887	-0.802	-0.581	-0.645	-0.876	-0.753	-1.239	2	2
6	-0.759	-0.942	-0.617	-0.895	-0.622	-0.692	-0.690	-0.775	-0.752	-0.826	-0.592	-0.867	-0.788	-0.825	-0.580	-0.593	-0.719	-0.721	-1.169	2	2
7	-0.657	-0.886	-0.609	-0.844	-0.436	-0.547	-0.624	-0.781	-0.682	-0.659	-0.580	-0.793	-0.714	-0.733	-0.539	-0.429	-0.639	-0.730	-1.113	2	2
8	-0.654	-0.852	-0.666	-0.973	-0.329	-0.626	-0.593	-0.698	-0.598	-0.698	-0.465	-0.900	-0.716	-0.747	-0.545	-0.410	-0.595	-0.573	-1.344	14	2
9	-0.519	-0.794	-0.550	-0.925	-0.230	-0.471	-0.664	-0.747	-0.660	-0.669	-0.581	-0.757	-0.623	-0.819	-0.598	-0.323	-0.489	-0.691	-1.235	3	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent